{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_gray=cv.imread('./rice.png',0) # 读取大米图像，0代表读取的图像以灰度图保存\n",
    "img_org=cv.imread('./rice.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 大津算法阈值化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ret1, th1 = cv.threshold(img_gray, 0, 255, cv.THRESH_OTSU)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 形态学处理，去除噪声"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "kernel = cv.getStructuringElement(cv.MORPH_CROSS,(3, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 开运算\n",
    "img = cv.morphologyEx(th1, cv.MORPH_OPEN, kernel)\n",
    "# 闭运算\n",
    "img = cv.morphologyEx(img, cv.MORPH_CLOSE, kernel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_rice, contours, hierarchy = cv.findContours(img,cv.RETR_EXTERNAL,cv.CHAIN_APPROX_SIMPLE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33.5"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv.contourArea(contours[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_rice,'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "image0=img_org.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "blob 1 : 33.5\n",
      "blob 2 : 89.5\n",
      "blob 3 : 84.0\n",
      "blob 4 : 14.5\n",
      "blob 5 : 77.5\n",
      "blob 6 : 41.0\n",
      "blob 7 : 45.5\n",
      "blob 8 : 42.0\n",
      "blob 9 : 133.5\n",
      "blob 10 : 72.0\n",
      "blob 11 : 154.0\n",
      "blob 12 : 156.0\n",
      "blob 13 : 176.0\n",
      "blob 14 : 134.0\n",
      "blob 15 : 137.5\n",
      "blob 16 : 133.5\n",
      "blob 17 : 160.0\n",
      "blob 18 : 193.5\n",
      "blob 19 : 160.5\n",
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 老师给出的例程\n",
    "\n",
    "count=0\n",
    "for i in range(len(contours)):\n",
    "    c=contours[i]\n",
    "    area=cv.contourArea(c)\n",
    "    if area < 10: # 滤除小于10的分割结果，可能是噪声\n",
    "        continue\n",
    "    count+=1\n",
    "    print('blob '+str(count)+' : '+str(area)) #打印编号和面积\n",
    "    x, y, w, h = cv.boundingRect(c)\n",
    "    # 在原始图像上画出包围矩形，并给矩形编号\n",
    "    cv.rectangle(image0,(x,y),(x+w,y+h),(0,0,255),1)\n",
    "    \n",
    "    cv.putText(image0,str(count),(x,y),cv.FONT_HERSHEY_PLAIN,0.5,(0,255,0))\n",
    "    \n",
    "plt.imshow(cv.cvtColor(image0,cv.COLOR_BGR2RGB))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 画出识别出的米粒轮廓"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "image=img_org.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[122, 122, 122],\n",
       "        [ 92,  92,  92],\n",
       "        [ 95,  95,  95],\n",
       "        ...,\n",
       "        [101, 101, 101],\n",
       "        [100, 100, 100],\n",
       "        [ 92,  92,  92]],\n",
       "\n",
       "       [[ 99,  99,  99],\n",
       "        [ 99,  99,  99],\n",
       "        [102, 102, 102],\n",
       "        ...,\n",
       "        [105, 105, 105],\n",
       "        [ 93,  93,  93],\n",
       "        [ 93,  93,  93]],\n",
       "\n",
       "       [[ 97,  97,  97],\n",
       "        [107, 107, 107],\n",
       "        [103, 103, 103],\n",
       "        ...,\n",
       "        [ 96,  96,  96],\n",
       "        [ 95,  95,  95],\n",
       "        [103, 103, 103]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[ 51,  51,  51],\n",
       "        [ 58,  58,  58],\n",
       "        [ 46,  46,  46],\n",
       "        ...,\n",
       "        [ 63,  63,  63],\n",
       "        [ 49,  49,  49],\n",
       "        [ 55,  55,  55]],\n",
       "\n",
       "       [[ 52,  52,  52],\n",
       "        [ 52,  52,  52],\n",
       "        [ 53,  53,  53],\n",
       "        ...,\n",
       "        [ 65,  65,  65],\n",
       "        [ 52,  52,  52],\n",
       "        [ 54,  54,  54]],\n",
       "\n",
       "       [[ 59,  59,  59],\n",
       "        [ 51,  51,  51],\n",
       "        [ 52,  52,  52],\n",
       "        ...,\n",
       "        [ 65,  65,  65],\n",
       "        [ 46,  46,  46],\n",
       "        [ 42,  42,  42]]], dtype=uint8)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myarea=[]\n",
    "mylength=[]\n",
    "for i in range(len(contours)):\n",
    "    c=contours[i]\n",
    "    area=cv.contourArea(c)\n",
    "    if area < 10: # 滤除小于10的分割结果，可能是噪声\n",
    "        continue\n",
    "    myarea.append(area) #加入面积列表\n",
    "    mylength.append(cv.arcLength(c,False)) # 加入轮廓长度列表\n",
    "    count+=1\n",
    "    # print('blob '+str(count)+' : '+str(area)) #打印编号和面积\n",
    "    x, y, w, h = cv.boundingRect(c)\n",
    "    # 在原始图像上给编号\n",
    "    cv.putText(image,str(count),(x,y),cv.FONT_HERSHEY_PLAIN,0.5,(0,255,0))\n",
    "# 在原始图像上画出轮廓\n",
    "cv.drawContours(image,contours,-1,(0,0,255),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(cv.cvtColor(image,cv.COLOR_BGR2RGB))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "myarea=np.array(myarea)\n",
    "mylength=np.array(mylength)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "面积的平均值为： 165.31976744186048\n"
     ]
    }
   ],
   "source": [
    "print('面积的平均值为：',myarea.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "轮廓长度的平均值为： 60.785889021185945\n"
     ]
    }
   ],
   "source": [
    "print('轮廓长度的平均值为：',mylength.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "面积的方差为： 8111.493679015686\n"
     ]
    }
   ],
   "source": [
    "print('面积的方差为：',np.var(myarea))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "轮廓长度的方差为： 770.1462887141853\n"
     ]
    }
   ],
   "source": [
    "print('轮廓长度的方差为：',np.var(mylength))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sigma是方差的平方根"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "270.191493410028"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sigma_area=np.sqrt(np.var(myarea))\n",
    "sigma_area*3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
       "       False, False,  True,  True,  True,  True,  True,  True,  True,\n",
       "       False, False,  True,  True,  True,  True,  True,  True,  True,\n",
       "       False, False,  True, False,  True, False,  True, False,  True,\n",
       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
       "        True,  True,  True,  True,  True])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myarea<(sigma_area*3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 以面积来算在3sigma范围内米粒个数为77"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "77"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(myarea[myarea<(sigma_area*3)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "83.25452899649164"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sigma_length=np.sqrt(np.var(mylength))\n",
    "sigma_length*3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 以长度来算在3sigma范围内米粒个数为76"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "76"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mylength[mylength<(sigma_length*3)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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